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Industrialization and Governance Criteria

Documentation status: guide — see Maturity and evidence.

A generation pipeline becomes industrially useful only when its outputs are reproducible, traceable, reviewable, and testable.

Governance criteria

  • every generated concept or rule can be traced to source evidence or an explicit engineering decision;
  • canonical identifiers are assigned under project conventions, not invented independently by prompts;
  • uncertainty remains represented as a hypothesis until validated;
  • ontology-level dependencies are machine-checkable;
  • generated models pass parser and Runtime validation;
  • public API and service projections are contract-tested;
  • changes are reviewable as model diffs;
  • rejected proposals and validation failures are retained as useful feedback.

Governance flow

Sources
  -> generated candidates
  -> symbolic validation
  -> human/domain review
  -> accepted model
  -> technical projection
  -> automated tests
  -> release

The objective is not maximum generation speed. It is controlled acceleration without sacrificing semantic ownership.